{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PLS for prediction of pectin yield from carbohydrate microarray data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook exemplifies the PLS modeling approach utilizing carbohydrate microarray data. The data used for this notebook was derived from Baum et al. [1]. Carbohydrate microarrays are typically equipped with multiple monoclonal antibodies and carbohydrate binding modules (CBM), which will specifically bind to unique structural polysaccharide domains. Pectin is such a polysaccharide. It is typically extracted from citrus peel and used as a gelling agent in jams etc. In the following we will establish Partial Least Squares (PLS) prediction models for pectin yield from the underlying carbohydrate binding pattern of various extracted samples. Or said in a different way we want to find a PLS model, which we could use on a newly measured carbydrate microarray row (= pectin extract sample) to predict its final pectin yield. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import dependencies and load data\n",
    "If you encounter errors in this section you might need to install/upgrade one or several of the following packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from mbpls.data.get_data import load_CarbohydrateMicroarrays_Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Following dataset were loaded as Pandas Dataframes: \n",
      " dict_keys(['extraction2', 'extraction3', 'extraction1'])\n"
     ]
    }
   ],
   "source": [
    "data = load_CarbohydrateMicroarrays_Data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "extraction1 = data['extraction1']\n",
    "extraction2 = data['extraction2']\n",
    "extraction3 = data['extraction3']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot carbohydrate microarray data\n",
    "During the study by Baum et al. [1] three extractions of pectin were carried out. These are shown as heatmaps below. The reference values $\\textbf{y}$ (final pectin yield) are given as row labels. The extracted samples were measured against 30 monoclonal antibodies/CBMs (columns). Lighter color in the individual cells resemble high degree of interaction between antibody/CBM with the extracted pectin."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(ncols=2, nrows=2, figsize=(18,12))\n",
    "sns.heatmap(extraction1, ax=ax[0][0], annot=True, cbar=False)\n",
    "sns.heatmap(extraction2, ax=ax[0][1], annot=True, cbar=False)\n",
    "sns.heatmap(extraction3, ax=ax[1][0], annot=True, cbar=False)\n",
    "ax[1][1].axis('off')\n",
    "\n",
    "ax[0][0].set_title('Extraction1', fontsize=18)\n",
    "ax[0][1].set_title('Extraction2', fontsize=18)\n",
    "ax[1][0].set_title('Extraction3', fontsize=18)\n",
    "ax[0][0].set_xlabel('monoclonal Antibody / CBM', fontsize=16)\n",
    "ax[0][1].set_xlabel('monoclonal Antibody / CBM', fontsize=16)\n",
    "ax[1][0].set_xlabel('monoclonal Antibody / CBM', fontsize=16)\n",
    "ax[0][0].set_ylabel('Pectin yield [g]', fontsize=16)\n",
    "ax[0][1].set_ylabel('Pectin yield [g]', fontsize=16)\n",
    "ax[1][0].set_ylabel('Pectin yield [g]', fontsize=16)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Concatenate data\n",
    "To perform PLS modeling all three extractions are concatenated into a single matrix $\\textbf{X}$ for PLS modeling. Pectin yields resemble reference values $\\textbf{y}$ for supervised learning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "extractions_all = pd.concat((extraction1, extraction2, extraction3),axis=0)\n",
    "yield_all = extractions_all.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,12))\n",
    "sns.heatmap(extractions_all, annot=True, cbar=False)\n",
    "plt.title('all Extractions concatenated', fontsize=18)\n",
    "plt.xlabel('monoclonal Antibody / CBM', fontsize=16)\n",
    "plt.ylabel('Pectin yield [g]', fontsize=16);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perform Leave-One-Out Cross Validation for parameter tuning\n",
    "To find the number of latent variables (LV) we perform LOO-CV. It is recommended to perform 5-fold CV to avoid overfitting. However, in this example the number of samples are quite limited, hence the choice for LOO-CV."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mbpls.mbpls import MBPLS\n",
    "from sklearn.model_selection import cross_val_predict\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "MSEs = []\n",
    "for lv in range(15):\n",
    "    mbpls = MBPLS(n_components=lv+1)\n",
    "    prediction = cross_val_predict(mbpls, extractions_all, yield_all, cv=len(extractions_all))\n",
    "    prediction = pd.DataFrame(prediction)\n",
    "    MSEs.append(mean_squared_error(prediction, yield_all))\n",
    "\n",
    "plt.plot(np.arange(1,16), MSEs)\n",
    "plt.xlabel('number of LVs', fontsize=16)\n",
    "plt.ylabel('LOO-CV MSE', fontsize =16)\n",
    "plt.title('Find the right number of LVs', fontsize =18);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we show the calibration for a model with 5 LVs. The actual MSE minimum indicates 7 LVs. However, we want to prevent from overfitting and choose only 5 LVs (increased bias)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mbpls = MBPLS(n_components=5)\n",
    "prediction = cross_val_predict(mbpls, extractions_all, yield_all, \n",
    "                               cv=len(extractions_all))\n",
    "prediction = pd.DataFrame(prediction)\n",
    "yield_all = pd.DataFrame(np.array(yield_all))\n",
    "prediction = pd.concat((prediction, yield_all), axis=1)\n",
    "prediction.columns=['predicted yield [g]', 'known yield [g]']\n",
    "prediction.plot.scatter(x='known yield [g]', y='predicted yield [g]')\n",
    "plt.plot([prediction.min().min(), prediction.max().max()], \n",
    "         [prediction.min().min(), prediction.max().max()], color='red')\n",
    "plt.ylabel(prediction.columns[0], fontsize=16)\n",
    "plt.xlabel(prediction.columns[1], fontsize=16)\n",
    "plt.title('MSE = {:.4f} $g^2$'.format(mean_squared_error(prediction['known yield [g]'],\n",
    "                                        prediction['predicted yield [g]'])), fontsize=18);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The calibration above indicates that carbohydrate microarrays can be used to predict pectin yield. The mean square error (MSE) is 0.0013 $g²$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's look at the regression vector $\\boldsymbol{\\beta}$\n",
    "To calculate the regression vector $\\boldsymbol{\\beta}$ we first need to calculate a global model using our 5 LVs (we found these in the cross validation section). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "mbpls = MBPLS(n_components=5)\n",
    "mbpls.fit_transform(extractions_all, yield_all)\n",
    "plt.figure(figsize=(18,5))\n",
    "sns.barplot(x=extraction1.columns, y=mbpls.beta_[:,0])\n",
    "plt.title('regression vector $\\\\beta$', fontsize=18)\n",
    "plt.xlabel('antibody/CBM importance', fontsize=16)\n",
    "plt.ylabel('amplitude', fontsize=16)\n",
    "\n",
    "plt.figure(figsize=(18,12))\n",
    "sns.heatmap(extractions_all, annot=True, cbar=False)\n",
    "plt.title('all Extractions concatenated', fontsize=18)\n",
    "plt.xlabel('monoclonal Antibody / CBM', fontsize=16)\n",
    "plt.ylabel('Pectin yield [g]', fontsize=16);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the regression vector $\\boldsymbol{\\beta}$ (see above) one can understand which antibodies and/or CBMs are important for prediction of prectin yield. Additionally, the signs of the individual coefficents indicate positive or negative correlations, respectively."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[1] Baum, Andreas, et al. \"Prediction of pectin yield and quality by FTIR and carbohydrate microarray analysis.\" Food and Bioprocess Technology 10.1 (2017): 143-154."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
